{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "316b6db3-3adf-4672-a40a-d9d306ba9861",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置为自动重新加载所有模块（每次执行代码时检查更新）\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a980a3c9-8b7b-49ff-94c2-840e3913f04c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# [[从0开始学量化]使用ashare获取A股数据](https://zhuanlan.zhihu.com/p/2590244600)\n",
    "import my.utils as ut\n",
    "\n",
    "stock_code = \"000001\"  # 上证指数代码\n",
    "start_date = \"20170101\"\n",
    "end_date = \"20250101\"\n",
    "stock_data = ut.fetch_stock_data(stock_code, start_date, end_date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "62111806-d7e6-4726-b455-4c8f76d79465",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>项目</th>\n",
       "      <th>股票</th>\n",
       "      <th>主板</th>\n",
       "      <th>科创板</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>流通股本</td>\n",
       "      <td>47405.31</td>\n",
       "      <td>45722.36</td>\n",
       "      <td>1682.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>总市值</td>\n",
       "      <td>531646.92</td>\n",
       "      <td>464900.77</td>\n",
       "      <td>66746.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>平均市盈率</td>\n",
       "      <td>13.86</td>\n",
       "      <td>12.85</td>\n",
       "      <td>48.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>上市公司</td>\n",
       "      <td>2284</td>\n",
       "      <td>1698</td>\n",
       "      <td>586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>上市股票</td>\n",
       "      <td>2323</td>\n",
       "      <td>1737</td>\n",
       "      <td>586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>流通市值</td>\n",
       "      <td>505313.27</td>\n",
       "      <td>453087.54</td>\n",
       "      <td>52225.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>报告时间</td>\n",
       "      <td>20250515</td>\n",
       "      <td>20250515</td>\n",
       "      <td>20250515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>总股本</td>\n",
       "      <td>49372.3</td>\n",
       "      <td>47128.59</td>\n",
       "      <td>2243.71</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      项目         股票         主板       科创板\n",
       "0   流通股本   47405.31   45722.36   1682.96\n",
       "1    总市值  531646.92  464900.77  66746.14\n",
       "2  平均市盈率      13.86      12.85     48.30\n",
       "3   上市公司       2284       1698       586\n",
       "4   上市股票       2323       1737       586\n",
       "5   流通市值  505313.27  453087.54  52225.73\n",
       "6   报告时间   20250515   20250515  20250515\n",
       "8    总股本    49372.3   47128.59   2243.71"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ut.stock_sse_summary_df()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e9620a3e-4cbf-4559-9331-d10d6b78b4ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Turnover</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>000001</td>\n",
       "      <td>6.80</td>\n",
       "      <td>6.85</td>\n",
       "      <td>6.87</td>\n",
       "      <td>6.78</td>\n",
       "      <td>459840</td>\n",
       "      <td>4.205952e+08</td>\n",
       "      <td>1.33</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>000001</td>\n",
       "      <td>6.84</td>\n",
       "      <td>6.85</td>\n",
       "      <td>6.87</td>\n",
       "      <td>6.83</td>\n",
       "      <td>449330</td>\n",
       "      <td>4.115034e+08</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>000001</td>\n",
       "      <td>6.86</td>\n",
       "      <td>6.86</td>\n",
       "      <td>6.87</td>\n",
       "      <td>6.84</td>\n",
       "      <td>344373</td>\n",
       "      <td>3.157697e+08</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>000001</td>\n",
       "      <td>6.86</td>\n",
       "      <td>6.82</td>\n",
       "      <td>6.86</td>\n",
       "      <td>6.80</td>\n",
       "      <td>358154</td>\n",
       "      <td>3.271764e+08</td>\n",
       "      <td>0.87</td>\n",
       "      <td>-0.58</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>000001</td>\n",
       "      <td>6.82</td>\n",
       "      <td>6.84</td>\n",
       "      <td>6.86</td>\n",
       "      <td>6.80</td>\n",
       "      <td>361082</td>\n",
       "      <td>3.299946e+08</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-25</th>\n",
       "      <td>000001</td>\n",
       "      <td>11.86</td>\n",
       "      <td>11.92</td>\n",
       "      <td>12.02</td>\n",
       "      <td>11.84</td>\n",
       "      <td>1475283</td>\n",
       "      <td>1.759957e+09</td>\n",
       "      <td>1.52</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-26</th>\n",
       "      <td>000001</td>\n",
       "      <td>11.92</td>\n",
       "      <td>11.86</td>\n",
       "      <td>11.93</td>\n",
       "      <td>11.78</td>\n",
       "      <td>1000075</td>\n",
       "      <td>1.183746e+09</td>\n",
       "      <td>1.26</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-27</th>\n",
       "      <td>000001</td>\n",
       "      <td>11.87</td>\n",
       "      <td>11.83</td>\n",
       "      <td>11.90</td>\n",
       "      <td>11.66</td>\n",
       "      <td>1290012</td>\n",
       "      <td>1.518383e+09</td>\n",
       "      <td>2.02</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-30</th>\n",
       "      <td>000001</td>\n",
       "      <td>11.78</td>\n",
       "      <td>11.95</td>\n",
       "      <td>11.97</td>\n",
       "      <td>11.78</td>\n",
       "      <td>1351846</td>\n",
       "      <td>1.610892e+09</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.01</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>000001</td>\n",
       "      <td>11.93</td>\n",
       "      <td>11.70</td>\n",
       "      <td>11.99</td>\n",
       "      <td>11.70</td>\n",
       "      <td>1475367</td>\n",
       "      <td>1.747242e+09</td>\n",
       "      <td>2.43</td>\n",
       "      <td>-2.09</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1943 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Code   Open  Close   High    Low   Volume      Turnover    振幅  \\\n",
       "Date                                                                          \n",
       "2017-01-03  000001   6.80   6.85   6.87   6.78   459840  4.205952e+08  1.33   \n",
       "2017-01-04  000001   6.84   6.85   6.87   6.83   449330  4.115034e+08  0.58   \n",
       "2017-01-05  000001   6.86   6.86   6.87   6.84   344373  3.157697e+08  0.44   \n",
       "2017-01-06  000001   6.86   6.82   6.86   6.80   358154  3.271764e+08  0.87   \n",
       "2017-01-09  000001   6.82   6.84   6.86   6.80   361082  3.299946e+08  0.88   \n",
       "...            ...    ...    ...    ...    ...      ...           ...   ...   \n",
       "2024-12-25  000001  11.86  11.92  12.02  11.84  1475283  1.759957e+09  1.52   \n",
       "2024-12-26  000001  11.92  11.86  11.93  11.78  1000075  1.183746e+09  1.26   \n",
       "2024-12-27  000001  11.87  11.83  11.90  11.66  1290012  1.518383e+09  2.02   \n",
       "2024-12-30  000001  11.78  11.95  11.97  11.78  1351846  1.610892e+09  1.61   \n",
       "2024-12-31  000001  11.93  11.70  11.99  11.70  1475367  1.747242e+09  2.43   \n",
       "\n",
       "             涨跌幅   涨跌额   换手率  \n",
       "Date                          \n",
       "2017-01-03  0.88  0.06  0.31  \n",
       "2017-01-04  0.00  0.00  0.31  \n",
       "2017-01-05  0.15  0.01  0.24  \n",
       "2017-01-06 -0.58 -0.04  0.24  \n",
       "2017-01-09  0.29  0.02  0.21  \n",
       "...          ...   ...   ...  \n",
       "2024-12-25  0.51  0.06  0.76  \n",
       "2024-12-26 -0.50 -0.06  0.52  \n",
       "2024-12-27 -0.25 -0.03  0.66  \n",
       "2024-12-30  1.01  0.12  0.70  \n",
       "2024-12-31 -2.09 -0.25  0.76  \n",
       "\n",
       "[1943 rows x 11 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "386cd764-7460-4279-8143-b435eaa8de01",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = ut.backtest(stock_data, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ea1cac1-1548-4adb-b91f-96b724bc5e44",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算基准收益和策略累计收益\n",
    "result[\"market_return\"] = result[\"Close\"].pct_change()\n",
    "result[\"market_cum_return\"] = (1 + result[\"market_return\"]).cumprod()\n",
    "result[\"strategy_cum_return\"] = (1 + result[\"strategy_return\"]).cumprod()\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 绘制收益曲线\n",
    "plt.figure(figsize=(14, 7))\n",
    "plt.plot(\n",
    "    result.index,\n",
    "    result[\"strategy_cum_return\"],\n",
    "    label=\"Strategy Returns\",\n",
    "    color=\"orange\",\n",
    ")\n",
    "plt.plot(\n",
    "    result.index,\n",
    "    result[\"market_cum_return\"],\n",
    "    label=\"Market Returns\",\n",
    "    linestyle=\"--\",\n",
    "    color=\"blue\",\n",
    ")\n",
    "plt.title(f\"回归: Trend Strategy vs Market Returns ({stock_code})\")\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Cumulative Returns\")\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
